Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 3321 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 545.0 KiB |
| Average record size in memory | 168.0 B |
Variable types
| Categorical | 3 |
|---|---|
| Numeric | 16 |
| Boolean | 2 |
State has a high cardinality: 51 distinct values | High cardinality |
Phone has a high cardinality: 3321 distinct values | High cardinality |
VMail Message is highly overall correlated with VMail Plan | High correlation |
Day Mins is highly overall correlated with Day Charge | High correlation |
Day Charge is highly overall correlated with Day Mins | High correlation |
Eve Mins is highly overall correlated with Eve Charge | High correlation |
Eve Charge is highly overall correlated with Eve Mins | High correlation |
Night Mins is highly overall correlated with Night Charge | High correlation |
Night Charge is highly overall correlated with Night Mins | High correlation |
Intl Mins is highly overall correlated with Intl Charge | High correlation |
Intl Charge is highly overall correlated with Intl Mins | High correlation |
VMail Plan is highly overall correlated with VMail Message | High correlation |
Int'l Plan is highly imbalanced (54.0%) | Imbalance |
Phone is uniformly distributed | Uniform |
Phone has unique values | Unique |
VMail Message has 2401 (72.3%) zeros | Zeros |
CustServ Calls has 695 (20.9%) zeros | Zeros |
Reproduction
| Analysis started | 2023-02-14 23:03:47.829325 |
|---|---|
| Analysis finished | 2023-02-14 23:04:13.387547 |
| Duration | 25.56 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
State
Categorical
| Distinct | 51 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 26.1 KiB |
| WV | 106 |
|---|---|
| MN | 84 |
| NY | 82 |
| AL | 80 |
| WI | 78 |
| Other values (46) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 6642 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | KS |
|---|---|
| 2nd row | OH |
| 3rd row | NJ |
| 4th row | OH |
| 5th row | OK |
Common Values
| Value | Count | Frequency (%) |
| WV | 106 | 3.2% |
| MN | 84 | 2.5% |
| NY | 82 | 2.5% |
| AL | 80 | 2.4% |
| WI | 78 | 2.3% |
| OR | 78 | 2.3% |
| OH | 78 | 2.3% |
| WY | 77 | 2.3% |
| VA | 76 | 2.3% |
| CT | 74 | 2.2% |
| Other values (41) | 2508 |
Length
| Value | Count | Frequency (%) |
| wv | 106 | 3.2% |
| mn | 84 | 2.5% |
| ny | 82 | 2.5% |
| al | 80 | 2.4% |
| wi | 78 | 2.3% |
| or | 78 | 2.3% |
| oh | 78 | 2.3% |
| wy | 77 | 2.3% |
| va | 76 | 2.3% |
| ct | 74 | 2.2% |
| Other values (41) | 2508 |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 732 | 11.0% |
| A | 684 | 10.3% |
| M | 611 | 9.2% |
| I | 510 | 7.7% |
| T | 409 | 6.2% |
| D | 379 | 5.7% |
| C | 355 | 5.3% |
| O | 345 | 5.2% |
| W | 327 | 4.9% |
| V | 320 | 4.8% |
| Other values (14) | 1970 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 6642 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 732 | 11.0% |
| A | 684 | 10.3% |
| M | 611 | 9.2% |
| I | 510 | 7.7% |
| T | 409 | 6.2% |
| D | 379 | 5.7% |
| C | 355 | 5.3% |
| O | 345 | 5.2% |
| W | 327 | 4.9% |
| V | 320 | 4.8% |
| Other values (14) | 1970 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 6642 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| N | 732 | 11.0% |
| A | 684 | 10.3% |
| M | 611 | 9.2% |
| I | 510 | 7.7% |
| T | 409 | 6.2% |
| D | 379 | 5.7% |
| C | 355 | 5.3% |
| O | 345 | 5.2% |
| W | 327 | 4.9% |
| V | 320 | 4.8% |
| Other values (14) | 1970 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6642 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| N | 732 | 11.0% |
| A | 684 | 10.3% |
| M | 611 | 9.2% |
| I | 510 | 7.7% |
| T | 409 | 6.2% |
| D | 379 | 5.7% |
| C | 355 | 5.3% |
| O | 345 | 5.2% |
| W | 327 | 4.9% |
| V | 320 | 4.8% |
| Other values (14) | 1970 |
Account Length
Real number (ℝ)
| Distinct | 227 |
|---|---|
| Distinct (%) | 6.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.54556 |
| Minimum | 0.57 |
|---|---|
| Maximum | 243 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.1 KiB |
Quantile statistics
| Minimum | 0.57 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 73 |
| median | 100 |
| Q3 | 127 |
| 95-th percentile | 167 |
| Maximum | 243 |
| Range | 242.43 |
| Interquartile range (IQR) | 54 |
Descriptive statistics
| Standard deviation | 40.328888 |
|---|---|
| Coefficient of variation (CV) | 0.40110066 |
| Kurtosis | -0.078292479 |
| Mean | 100.54556 |
| Median Absolute Deviation (MAD) | 27 |
| Skewness | 0.058695124 |
| Sum | 333911.79 |
| Variance | 1626.4192 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 105 | 43 | 1.3% |
| 87 | 42 | 1.3% |
| 101 | 40 | 1.2% |
| 90 | 39 | 1.2% |
| 93 | 39 | 1.2% |
| 86 | 38 | 1.1% |
| 116 | 37 | 1.1% |
| 100 | 37 | 1.1% |
| 95 | 37 | 1.1% |
| 99 | 36 | 1.1% |
| Other values (217) | 2933 |
| Value | Count | Frequency (%) |
| 0.57 | 1 | < 0.1% |
| 0.75 | 1 | < 0.1% |
| 0.84 | 1 | < 0.1% |
| 1 | 8 | |
| 1.07 | 1 | < 0.1% |
| 1.11 | 1 | < 0.1% |
| 1.17 | 1 | < 0.1% |
| 1.18 | 1 | < 0.1% |
| 1.21 | 1 | < 0.1% |
| 1.28 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 243 | 1 | < 0.1% |
| 232 | 1 | < 0.1% |
| 225 | 2 | |
| 224 | 2 | |
| 221 | 1 | < 0.1% |
| 217 | 2 | |
| 215 | 1 | < 0.1% |
| 212 | 2 | |
| 210 | 2 | |
| 209 | 3 |
Area Code
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 435.24869 |
| Minimum | 4.08 |
|---|---|
| Maximum | 510 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.1 KiB |
Quantile statistics
| Minimum | 4.08 |
|---|---|
| 5-th percentile | 408 |
| Q1 | 408 |
| median | 415 |
| Q3 | 510 |
| 95-th percentile | 510 |
| Maximum | 510 |
| Range | 505.92 |
| Interquartile range (IQR) | 102 |
Descriptive statistics
| Standard deviation | 51.295788 |
|---|---|
| Coefficient of variation (CV) | 0.11785398 |
| Kurtosis | 20.707154 |
| Mean | 435.24869 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | -1.9703406 |
| Sum | 1445460.9 |
| Variance | 2631.2579 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 415 | 1640 | |
| 510 | 834 | |
| 408 | 832 | |
| 4.15 | 9 | 0.3% |
| 4.08 | 3 | 0.1% |
| 5.1 | 3 | 0.1% |
| Value | Count | Frequency (%) |
| 4.08 | 3 | 0.1% |
| 4.15 | 9 | 0.3% |
| 5.1 | 3 | 0.1% |
| 408 | 832 | |
| 415 | 1640 | |
| 510 | 834 |
| Value | Count | Frequency (%) |
| 510 | 834 | |
| 415 | 1640 | |
| 408 | 832 | |
| 5.1 | 3 | 0.1% |
| 4.15 | 9 | 0.3% |
| 4.08 | 3 | 0.1% |
Phone
Categorical
HIGH CARDINALITY  UNIFORM  UNIQUE 
| Distinct | 3321 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 26.1 KiB |
| 382-4657 | 1 |
|---|---|
| 361-9839 | 1 |
| 379-4372 | 1 |
| 336-3738 | 1 |
| 380-2600 | 1 |
| Other values (3316) |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Characters and Unicode
| Total characters | 26568 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 3321 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 382-4657 |
|---|---|
| 2nd row | 371-7191 |
| 3rd row | 358-1921 |
| 4th row | 375-9999 |
| 5th row | 330-6626 |
Common Values
| Value | Count | Frequency (%) |
| 382-4657 | 1 | < 0.1% |
| 361-9839 | 1 | < 0.1% |
| 379-4372 | 1 | < 0.1% |
| 336-3738 | 1 | < 0.1% |
| 380-2600 | 1 | < 0.1% |
| 345-4473 | 1 | < 0.1% |
| 380-9990 | 1 | < 0.1% |
| 411-1045 | 1 | < 0.1% |
| 413-5306 | 1 | < 0.1% |
| 417-6906 | 1 | < 0.1% |
| Other values (3311) | 3311 |
Length
| Value | Count | Frequency (%) |
| 382-4657 | 1 | < 0.1% |
| 350-2565 | 1 | < 0.1% |
| 343-4696 | 1 | < 0.1% |
| 358-1921 | 1 | < 0.1% |
| 375-9999 | 1 | < 0.1% |
| 330-6626 | 1 | < 0.1% |
| 391-8027 | 1 | < 0.1% |
| 355-9993 | 1 | < 0.1% |
| 329-9001 | 1 | < 0.1% |
| 335-4719 | 1 | < 0.1% |
| Other values (3311) | 3311 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 4607 | |
| - | 3321 | |
| 4 | 2814 | |
| 9 | 2079 | |
| 6 | 2060 | |
| 5 | 2046 | |
| 7 | 2032 | |
| 8 | 1996 | |
| 1 | 1976 | |
| 2 | 1882 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 23247 | |
| Dash Punctuation | 3321 | 12.5% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 4607 | |
| 4 | 2814 | |
| 9 | 2079 | |
| 6 | 2060 | |
| 5 | 2046 | |
| 7 | 2032 | |
| 8 | 1996 | |
| 1 | 1976 | |
| 2 | 1882 | |
| 0 | 1755 | 7.5% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 3321 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 26568 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 4607 | |
| - | 3321 | |
| 4 | 2814 | |
| 9 | 2079 | |
| 6 | 2060 | |
| 5 | 2046 | |
| 7 | 2032 | |
| 8 | 1996 | |
| 1 | 1976 | |
| 2 | 1882 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26568 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 4607 | |
| - | 3321 | |
| 4 | 2814 | |
| 9 | 2079 | |
| 6 | 2060 | |
| 5 | 2046 | |
| 7 | 2032 | |
| 8 | 1996 | |
| 1 | 1976 | |
| 2 | 1882 |
Int'l Plan
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.4 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 2998 | |
| True | 323 | 9.7% |
VMail Plan
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.4 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 2401 | |
| True | 920 | 27.7% |
VMail Message
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 51 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.0651942 |
| Minimum | 0 |
|---|---|
| Maximum | 51 |
| Zeros | 2401 |
| Zeros (%) | 72.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 19 |
| 95-th percentile | 36 |
| Maximum | 51 |
| Range | 51 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 13.669278 |
|---|---|
| Coefficient of variation (CV) | 1.6948479 |
| Kurtosis | -0.032000519 |
| Mean | 8.0651942 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.2718263 |
| Sum | 26784.51 |
| Variance | 186.84916 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2401 | |
| 31 | 60 | 1.8% |
| 29 | 53 | 1.6% |
| 28 | 51 | 1.5% |
| 33 | 45 | 1.4% |
| 30 | 44 | 1.3% |
| 27 | 43 | 1.3% |
| 24 | 41 | 1.2% |
| 32 | 41 | 1.2% |
| 26 | 40 | 1.2% |
| Other values (41) | 502 | 15.1% |
| Value | Count | Frequency (%) |
| 0 | 2401 | |
| 0.24 | 1 | < 0.1% |
| 0.25 | 1 | < 0.1% |
| 0.26 | 1 | < 0.1% |
| 0.37 | 1 | < 0.1% |
| 0.39 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 8 | 2 | 0.1% |
| 9 | 2 | 0.1% |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 51 | 1 | < 0.1% |
| 50 | 2 | 0.1% |
| 49 | 1 | < 0.1% |
| 48 | 2 | 0.1% |
| 47 | 3 | 0.1% |
| 46 | 4 | 0.1% |
| 45 | 6 | 0.2% |
| 44 | 7 | |
| 43 | 9 | |
| 42 | 15 |
Day Mins
Real number (ℝ)
| Distinct | 1671 |
|---|---|
| Distinct (%) | 50.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 178.9386 |
| Minimum | 0 |
|---|---|
| Maximum | 350.8 |
| Zeros | 2 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 87.7 |
| Q1 | 143.3 |
| median | 179.2 |
| Q3 | 216.2 |
| 95-th percentile | 270.5 |
| Maximum | 350.8 |
| Range | 350.8 |
| Interquartile range (IQR) | 72.9 |
Descriptive statistics
| Standard deviation | 55.570903 |
|---|---|
| Coefficient of variation (CV) | 0.3105585 |
| Kurtosis | 0.18682769 |
| Mean | 178.9386 |
| Median Absolute Deviation (MAD) | 36.6 |
| Skewness | -0.13636003 |
| Sum | 594255.1 |
| Variance | 3088.1253 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 174.5 | 8 | 0.2% |
| 159.5 | 8 | 0.2% |
| 154 | 8 | 0.2% |
| 175.4 | 7 | 0.2% |
| 162.3 | 7 | 0.2% |
| 183.4 | 7 | 0.2% |
| 181.5 | 6 | 0.2% |
| 189.3 | 6 | 0.2% |
| 142.3 | 6 | 0.2% |
| 168.6 | 6 | 0.2% |
| Other values (1661) | 3252 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 0.811 | 1 | |
| 1.104 | 1 | |
| 1.243 | 1 | |
| 1.57 | 1 | |
| 1.616 | 1 | |
| 1.667 | 1 | |
| 1.83 | 1 | |
| 1.845 | 1 | |
| 2.13 | 1 |
| Value | Count | Frequency (%) |
| 350.8 | 1 | |
| 346.8 | 1 | |
| 345.3 | 1 | |
| 337.4 | 1 | |
| 335.5 | 1 | |
| 334.3 | 1 | |
| 329.8 | 1 | |
| 328.1 | 1 | |
| 326.5 | 1 | |
| 326.3 | 1 |
Day Calls
Real number (ℝ)
| Distinct | 133 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.03359 |
| Minimum | 0 |
|---|---|
| Maximum | 165 |
| Zeros | 2 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 66 |
| Q1 | 87 |
| median | 101 |
| Q3 | 114 |
| 95-th percentile | 133 |
| Maximum | 165 |
| Range | 165 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 21.032918 |
|---|---|
| Coefficient of variation (CV) | 0.21025856 |
| Kurtosis | 1.7559685 |
| Mean | 100.03359 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.48571325 |
| Sum | 332211.54 |
| Variance | 442.38364 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 102 | 78 | 2.3% |
| 105 | 75 | 2.3% |
| 95 | 69 | 2.1% |
| 107 | 69 | 2.1% |
| 104 | 68 | 2.0% |
| 108 | 67 | 2.0% |
| 97 | 66 | 2.0% |
| 106 | 66 | 2.0% |
| 101 | 65 | 2.0% |
| 112 | 65 | 2.0% |
| Other values (123) | 2633 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 0.71 | 1 | |
| 0.76 | 1 | |
| 0.79 | 1 | |
| 0.84 | 1 | |
| 0.86 | 1 | |
| 0.88 | 1 | |
| 0.97 | 1 | |
| 0.98 | 1 | |
| 1.03 | 1 |
| Value | Count | Frequency (%) |
| 165 | 1 | < 0.1% |
| 163 | 1 | < 0.1% |
| 160 | 1 | < 0.1% |
| 158 | 3 | |
| 157 | 1 | < 0.1% |
| 156 | 1 | < 0.1% |
| 152 | 1 | < 0.1% |
| 151 | 5 | |
| 150 | 6 | |
| 149 | 1 | < 0.1% |
Day Charge
Real number (ℝ)
| Distinct | 1670 |
|---|---|
| Distinct (%) | 50.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.430891 |
| Minimum | 0 |
|---|---|
| Maximum | 59.64 |
| Zeros | 2 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 14.91 |
| Q1 | 24.36 |
| median | 30.46 |
| Q3 | 36.75 |
| 95-th percentile | 45.99 |
| Maximum | 59.64 |
| Range | 59.64 |
| Interquartile range (IQR) | 12.39 |
Descriptive statistics
| Standard deviation | 9.4331602 |
|---|---|
| Coefficient of variation (CV) | 0.30998632 |
| Kurtosis | 0.17532409 |
| Mean | 30.430891 |
| Median Absolute Deviation (MAD) | 6.22 |
| Skewness | -0.13059008 |
| Sum | 101060.99 |
| Variance | 88.984511 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 29.67 | 8 | 0.2% |
| 27.12 | 8 | 0.2% |
| 26.18 | 8 | 0.2% |
| 31.18 | 7 | 0.2% |
| 27.59 | 7 | 0.2% |
| 29.82 | 7 | 0.2% |
| 36.72 | 6 | 0.2% |
| 33.49 | 6 | 0.2% |
| 36.65 | 6 | 0.2% |
| 35.17 | 6 | 0.2% |
| Other values (1660) | 3252 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 0.1379 | 1 | |
| 0.1877 | 1 | |
| 0.2113 | 1 | |
| 0.2669 | 1 | |
| 0.2747 | 1 | |
| 0.2834 | 1 | |
| 0.3111 | 1 | |
| 0.3137 | 1 | |
| 0.3709 | 1 |
| Value | Count | Frequency (%) |
| 59.64 | 1 | |
| 58.96 | 1 | |
| 58.7 | 1 | |
| 57.36 | 1 | |
| 57.04 | 1 | |
| 56.83 | 1 | |
| 56.07 | 1 | |
| 55.78 | 1 | |
| 55.51 | 1 | |
| 55.47 | 1 |
Eve Mins
Real number (ℝ)
| Distinct | 1612 |
|---|---|
| Distinct (%) | 48.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 200.10284 |
| Minimum | 0 |
|---|---|
| Maximum | 363.7 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 117.9 |
| Q1 | 165.9 |
| median | 201 |
| Q3 | 235.1 |
| 95-th percentile | 283.3 |
| Maximum | 363.7 |
| Range | 363.7 |
| Interquartile range (IQR) | 69.2 |
Descriptive statistics
| Standard deviation | 51.951647 |
|---|---|
| Coefficient of variation (CV) | 0.25962474 |
| Kurtosis | 0.55693399 |
| Mean | 200.10284 |
| Median Absolute Deviation (MAD) | 34.4 |
| Skewness | -0.21532316 |
| Sum | 664541.53 |
| Variance | 2698.9736 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 169.9 | 8 | 0.2% |
| 209.4 | 7 | 0.2% |
| 161.7 | 7 | 0.2% |
| 201 | 7 | 0.2% |
| 167.2 | 7 | 0.2% |
| 180.5 | 7 | 0.2% |
| 230.9 | 7 | 0.2% |
| 195.5 | 6 | 0.2% |
| 205.1 | 6 | 0.2% |
| 178.6 | 6 | 0.2% |
| Other values (1602) | 3253 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.619 | 1 | |
| 0.729 | 1 | |
| 1.031 | 1 | |
| 1.212 | 1 | |
| 1.373 | 1 | |
| 1.483 | 1 | |
| 1.955 | 1 | |
| 1.974 | 1 | |
| 2.206 | 1 |
| Value | Count | Frequency (%) |
| 363.7 | 1 | |
| 361.8 | 1 | |
| 354.2 | 1 | |
| 350.9 | 1 | |
| 350.5 | 1 | |
| 347.3 | 1 | |
| 341.3 | 1 | |
| 339.9 | 1 | |
| 337.1 | 1 | |
| 336 | 1 |
Eve Calls
Real number (ℝ)
| Distinct | 136 |
|---|---|
| Distinct (%) | 4.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.721774 |
| Minimum | 0 |
|---|---|
| Maximum | 170 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 66 |
| Q1 | 87 |
| median | 100 |
| Q3 | 114 |
| 95-th percentile | 133 |
| Maximum | 170 |
| Range | 170 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 20.902017 |
|---|---|
| Coefficient of variation (CV) | 0.20960335 |
| Kurtosis | 1.7404873 |
| Mean | 99.721774 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.44167034 |
| Sum | 331176.01 |
| Variance | 436.89433 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 105 | 80 | 2.4% |
| 94 | 78 | 2.3% |
| 108 | 70 | 2.1% |
| 97 | 69 | 2.1% |
| 102 | 69 | 2.1% |
| 109 | 67 | 2.0% |
| 88 | 67 | 2.0% |
| 101 | 67 | 2.0% |
| 98 | 66 | 2.0% |
| 96 | 63 | 1.9% |
| Other values (126) | 2625 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.72 | 1 | |
| 0.8 | 1 | |
| 0.88 | 1 | |
| 0.94 | 1 | |
| 0.99 | 2 | |
| 1.01 | 1 | |
| 1.02 | 1 | |
| 1.03 | 1 | |
| 1.08 | 1 |
| Value | Count | Frequency (%) |
| 170 | 1 | < 0.1% |
| 168 | 1 | < 0.1% |
| 164 | 1 | < 0.1% |
| 159 | 1 | < 0.1% |
| 157 | 1 | < 0.1% |
| 156 | 1 | < 0.1% |
| 155 | 3 | |
| 154 | 2 | 0.1% |
| 153 | 1 | < 0.1% |
| 152 | 6 |
Eve Charge
Real number (ℝ)
| Distinct | 1443 |
|---|---|
| Distinct (%) | 43.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.008951 |
| Minimum | 0 |
|---|---|
| Maximum | 30.91 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10.02 |
| Q1 | 14.1 |
| median | 17.09 |
| Q3 | 19.98 |
| 95-th percentile | 24.08 |
| Maximum | 30.91 |
| Range | 30.91 |
| Interquartile range (IQR) | 5.88 |
Descriptive statistics
| Standard deviation | 4.4158892 |
|---|---|
| Coefficient of variation (CV) | 0.25962149 |
| Kurtosis | 0.55683893 |
| Mean | 17.008951 |
| Median Absolute Deviation (MAD) | 2.93 |
| Skewness | -0.21531087 |
| Sum | 56486.727 |
| Variance | 19.500078 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 16.12 | 11 | 0.3% |
| 14.25 | 11 | 0.3% |
| 15.9 | 10 | 0.3% |
| 17.09 | 9 | 0.3% |
| 17.99 | 9 | 0.3% |
| 18.62 | 9 | 0.3% |
| 16.35 | 8 | 0.2% |
| 16.97 | 8 | 0.2% |
| 16.63 | 8 | 0.2% |
| 17.43 | 8 | 0.2% |
| Other values (1433) | 3230 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.0526 | 1 | |
| 0.062 | 1 | |
| 0.0876 | 1 | |
| 0.103 | 1 | |
| 0.1167 | 1 | |
| 0.1261 | 1 | |
| 0.1662 | 1 | |
| 0.1678 | 1 | |
| 0.1875 | 1 |
| Value | Count | Frequency (%) |
| 30.91 | 1 | |
| 30.75 | 1 | |
| 30.11 | 1 | |
| 29.83 | 1 | |
| 29.79 | 1 | |
| 29.52 | 1 | |
| 29.01 | 1 | |
| 28.89 | 1 | |
| 28.65 | 1 | |
| 28.56 | 1 |
Night Mins
Real number (ℝ)
| Distinct | 1601 |
|---|---|
| Distinct (%) | 48.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 200.04955 |
| Minimum | 1.626 |
|---|---|
| Maximum | 395 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.1 KiB |
Quantile statistics
| Minimum | 1.626 |
|---|---|
| 5-th percentile | 116.3 |
| Q1 | 166.7 |
| median | 200.9 |
| Q3 | 235.3 |
| 95-th percentile | 282.8 |
| Maximum | 395 |
| Range | 393.374 |
| Interquartile range (IQR) | 68.6 |
Descriptive statistics
| Standard deviation | 52.127482 |
|---|---|
| Coefficient of variation (CV) | 0.26057285 |
| Kurtosis | 0.60317588 |
| Mean | 200.04955 |
| Median Absolute Deviation (MAD) | 34.4 |
| Skewness | -0.17860219 |
| Sum | 664364.55 |
| Variance | 2717.2743 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 188.2 | 8 | 0.2% |
| 210 | 8 | 0.2% |
| 191.4 | 8 | 0.2% |
| 197.4 | 8 | 0.2% |
| 214.6 | 8 | 0.2% |
| 206.1 | 7 | 0.2% |
| 193.6 | 7 | 0.2% |
| 214.7 | 7 | 0.2% |
| 194.3 | 7 | 0.2% |
| 231.5 | 7 | 0.2% |
| Other values (1591) | 3246 |
| Value | Count | Frequency (%) |
| 1.626 | 1 | |
| 1.818 | 1 | |
| 1.869 | 1 | |
| 1.896 | 1 | |
| 1.969 | 1 | |
| 2.039 | 1 | |
| 2.118 | 1 | |
| 2.126 | 1 | |
| 2.158 | 1 | |
| 2.37 | 1 |
| Value | Count | Frequency (%) |
| 395 | 1 | |
| 381.9 | 1 | |
| 377.5 | 1 | |
| 367.7 | 1 | |
| 364.9 | 1 | |
| 364.3 | 1 | |
| 354.9 | 1 | |
| 352.5 | 1 | |
| 352.2 | 1 | |
| 350.2 | 1 |
Night Calls
Real number (ℝ)
| Distinct | 132 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.663776 |
| Minimum | 0.78 |
|---|---|
| Maximum | 175 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.1 KiB |
Quantile statistics
| Minimum | 0.78 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 86 |
| median | 100 |
| Q3 | 113 |
| 95-th percentile | 132 |
| Maximum | 175 |
| Range | 174.22 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 20.56565 |
|---|---|
| Coefficient of variation (CV) | 0.2063503 |
| Kurtosis | 1.6384712 |
| Mean | 99.663776 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.37979559 |
| Sum | 330983.4 |
| Variance | 422.94597 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 105 | 83 | 2.5% |
| 104 | 77 | 2.3% |
| 91 | 75 | 2.3% |
| 102 | 72 | 2.2% |
| 100 | 69 | 2.1% |
| 106 | 69 | 2.1% |
| 98 | 67 | 2.0% |
| 94 | 65 | 2.0% |
| 95 | 64 | 1.9% |
| 103 | 64 | 1.9% |
| Other values (122) | 2616 |
| Value | Count | Frequency (%) |
| 0.78 | 1 | |
| 0.89 | 1 | |
| 0.9 | 1 | |
| 0.91 | 1 | |
| 0.96 | 1 | |
| 0.97 | 1 | |
| 1.03 | 1 | |
| 1.04 | 1 | |
| 1.05 | 1 | |
| 1.15 | 2 |
| Value | Count | Frequency (%) |
| 175 | 1 | < 0.1% |
| 166 | 1 | < 0.1% |
| 164 | 1 | < 0.1% |
| 158 | 1 | < 0.1% |
| 157 | 2 | |
| 156 | 2 | |
| 155 | 2 | |
| 154 | 2 | |
| 153 | 3 | |
| 152 | 3 |
Night Charge
Real number (ℝ)
| Distinct | 945 |
|---|---|
| Distinct (%) | 28.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.0023047 |
| Minimum | 0.0732 |
|---|---|
| Maximum | 17.77 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.1 KiB |
Quantile statistics
| Minimum | 0.0732 |
|---|---|
| 5-th percentile | 5.23 |
| Q1 | 7.5 |
| median | 9.04 |
| Q3 | 10.59 |
| 95-th percentile | 12.73 |
| Maximum | 17.77 |
| Range | 17.6968 |
| Interquartile range (IQR) | 3.09 |
Descriptive statistics
| Standard deviation | 2.3457855 |
|---|---|
| Coefficient of variation (CV) | 0.2605761 |
| Kurtosis | 0.60299667 |
| Mean | 9.0023047 |
| Median Absolute Deviation (MAD) | 1.55 |
| Skewness | -0.17862407 |
| Sum | 29896.654 |
| Variance | 5.5027096 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9.45 | 15 | 0.5% |
| 9.66 | 15 | 0.5% |
| 8.88 | 14 | 0.4% |
| 8.47 | 14 | 0.4% |
| 7.69 | 13 | 0.4% |
| 8.64 | 12 | 0.4% |
| 9.32 | 11 | 0.3% |
| 9.23 | 11 | 0.3% |
| 8.57 | 11 | 0.3% |
| 9.48 | 11 | 0.3% |
| Other values (935) | 3194 |
| Value | Count | Frequency (%) |
| 0.0732 | 1 | |
| 0.0818 | 1 | |
| 0.0841 | 1 | |
| 0.0853 | 1 | |
| 0.0886 | 1 | |
| 0.0918 | 1 | |
| 0.0953 | 1 | |
| 0.0957 | 1 | |
| 0.0971 | 1 | |
| 0.1067 | 1 |
| Value | Count | Frequency (%) |
| 17.77 | 1 | |
| 17.19 | 1 | |
| 16.99 | 1 | |
| 16.55 | 1 | |
| 16.42 | 1 | |
| 16.39 | 1 | |
| 15.97 | 1 | |
| 15.86 | 1 | |
| 15.85 | 1 | |
| 15.76 | 1 |
Intl Mins
Real number (ℝ)
| Distinct | 176 |
|---|---|
| Distinct (%) | 5.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.195984 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 18 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.6 |
| Q1 | 8.5 |
| median | 10.3 |
| Q3 | 12.1 |
| 95-th percentile | 14.7 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 3.6 |
Descriptive statistics
| Standard deviation | 2.8630831 |
|---|---|
| Coefficient of variation (CV) | 0.28080497 |
| Kurtosis | 0.90370888 |
| Mean | 10.195984 |
| Median Absolute Deviation (MAD) | 1.8 |
| Skewness | -0.37109474 |
| Sum | 33860.864 |
| Variance | 8.197245 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 60 | 1.8% |
| 11.3 | 59 | 1.8% |
| 10.9 | 56 | 1.7% |
| 9.8 | 56 | 1.7% |
| 10.2 | 53 | 1.6% |
| 11.1 | 52 | 1.6% |
| 10.6 | 52 | 1.6% |
| 10.1 | 52 | 1.6% |
| 11 | 52 | 1.6% |
| 11.4 | 51 | 1.5% |
| Other values (166) | 2778 |
| Value | Count | Frequency (%) |
| 0 | 18 | |
| 0.063 | 1 | < 0.1% |
| 0.066 | 1 | < 0.1% |
| 0.071 | 1 | < 0.1% |
| 0.075 | 1 | < 0.1% |
| 0.077 | 1 | < 0.1% |
| 0.087 | 1 | < 0.1% |
| 0.095 | 1 | < 0.1% |
| 0.1 | 1 | < 0.1% |
| 0.101 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 1 | < 0.1% |
| 18.9 | 1 | < 0.1% |
| 18.4 | 1 | < 0.1% |
| 18.3 | 1 | < 0.1% |
| 18.2 | 2 | |
| 18 | 3 | |
| 17.9 | 1 | < 0.1% |
| 17.8 | 2 | |
| 17.6 | 2 | |
| 17.5 | 3 |
Intl Calls
Real number (ℝ)
| Distinct | 27 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.454324 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 18 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 9 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.4646965 |
|---|---|
| Coefficient of variation (CV) | 0.55332673 |
| Kurtosis | 2.7969582 |
| Mean | 4.454324 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.2634905 |
| Sum | 14792.81 |
| Variance | 6.074729 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 664 | |
| 4 | 616 | |
| 2 | 486 | |
| 5 | 466 | |
| 6 | 330 | |
| 7 | 216 | 6.5% |
| 1 | 160 | 4.8% |
| 8 | 116 | 3.5% |
| 9 | 108 | 3.3% |
| 10 | 50 | 1.5% |
| Other values (17) | 109 | 3.3% |
| Value | Count | Frequency (%) |
| 0 | 18 | 0.5% |
| 0.02 | 1 | < 0.1% |
| 0.03 | 3 | 0.1% |
| 0.04 | 1 | < 0.1% |
| 0.05 | 3 | 0.1% |
| 0.06 | 3 | 0.1% |
| 0.07 | 2 | 0.1% |
| 0.19 | 1 | < 0.1% |
| 1 | 160 | 4.8% |
| 2 | 486 |
| Value | Count | Frequency (%) |
| 20 | 1 | < 0.1% |
| 18 | 3 | 0.1% |
| 17 | 1 | < 0.1% |
| 16 | 2 | 0.1% |
| 15 | 7 | 0.2% |
| 14 | 6 | 0.2% |
| 13 | 14 | 0.4% |
| 12 | 15 | 0.5% |
| 11 | 28 | |
| 10 | 50 |
Intl Charge
Real number (ℝ)
| Distinct | 176 |
|---|---|
| Distinct (%) | 5.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7534232 |
| Minimum | 0 |
|---|---|
| Maximum | 5.4 |
| Zeros | 18 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.51 |
| Q1 | 2.3 |
| median | 2.78 |
| Q3 | 3.27 |
| 95-th percentile | 3.97 |
| Maximum | 5.4 |
| Range | 5.4 |
| Interquartile range (IQR) | 0.97 |
Descriptive statistics
| Standard deviation | 0.77301683 |
|---|---|
| Coefficient of variation (CV) | 0.28074756 |
| Kurtosis | 0.90441555 |
| Mean | 2.7534232 |
| Median Absolute Deviation (MAD) | 0.49 |
| Skewness | -0.37135501 |
| Sum | 9144.1184 |
| Variance | 0.59755502 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.7 | 60 | 1.8% |
| 3.05 | 59 | 1.8% |
| 2.94 | 56 | 1.7% |
| 2.65 | 56 | 1.7% |
| 2.75 | 53 | 1.6% |
| 3 | 52 | 1.6% |
| 2.86 | 52 | 1.6% |
| 2.73 | 52 | 1.6% |
| 2.97 | 52 | 1.6% |
| 3.08 | 51 | 1.5% |
| Other values (166) | 2778 |
| Value | Count | Frequency (%) |
| 0 | 18 | |
| 0.017 | 1 | < 0.1% |
| 0.0178 | 1 | < 0.1% |
| 0.0192 | 1 | < 0.1% |
| 0.0203 | 1 | < 0.1% |
| 0.0208 | 1 | < 0.1% |
| 0.0235 | 1 | < 0.1% |
| 0.0257 | 1 | < 0.1% |
| 0.027 | 1 | < 0.1% |
| 0.0273 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 5.4 | 1 | < 0.1% |
| 5.1 | 1 | < 0.1% |
| 4.97 | 1 | < 0.1% |
| 4.94 | 1 | < 0.1% |
| 4.91 | 2 | |
| 4.86 | 3 | |
| 4.83 | 1 | < 0.1% |
| 4.81 | 2 | |
| 4.75 | 2 | |
| 4.73 | 3 |
CustServ Calls
Real number (ℝ)
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5556037 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 695 |
| Zeros (%) | 20.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.3145967 |
|---|---|
| Coefficient of variation (CV) | 0.8450717 |
| Kurtosis | 1.7614146 |
| Mean | 1.5556037 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0982457 |
| Sum | 5166.16 |
| Variance | 1.7281645 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 1174 | |
| 2 | 757 | |
| 0 | 695 | |
| 3 | 424 | 12.8% |
| 4 | 163 | 4.9% |
| 5 | 65 | 2.0% |
| 6 | 22 | 0.7% |
| 7 | 9 | 0.3% |
| 0.01 | 3 | 0.1% |
| 0.03 | 3 | 0.1% |
| Other values (3) | 6 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 695 | |
| 0.01 | 3 | 0.1% |
| 0.02 | 2 | 0.1% |
| 0.03 | 3 | 0.1% |
| 1 | 1174 | |
| 2 | 757 | |
| 3 | 424 | 12.8% |
| 4 | 163 | 4.9% |
| 5 | 65 | 2.0% |
| 6 | 22 | 0.7% |
| Value | Count | Frequency (%) |
| 9 | 2 | 0.1% |
| 8 | 2 | 0.1% |
| 7 | 9 | 0.3% |
| 6 | 22 | 0.7% |
| 5 | 65 | 2.0% |
| 4 | 163 | 4.9% |
| 3 | 424 | 12.8% |
| 2 | 757 | |
| 1 | 1174 | |
| 0.03 | 3 | 0.1% |
Churn?
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 26.1 KiB |
| False. | |
|---|---|
| True. |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.8554652 |
| Min length | 5 |
Characters and Unicode
| Total characters | 19446 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | False. |
|---|---|
| 2nd row | False. |
| 3rd row | False. |
| 4th row | False. |
| 5th row | False. |
Common Values
| Value | Count | Frequency (%) |
| False. | 2841 | |
| True. | 480 | 14.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| false | 2841 | |
| true | 480 | 14.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 3321 | |
| . | 3321 | |
| F | 2841 | |
| a | 2841 | |
| l | 2841 | |
| s | 2841 | |
| T | 480 | 2.5% |
| r | 480 | 2.5% |
| u | 480 | 2.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 12804 | |
| Other Punctuation | 3321 | 17.1% |
| Uppercase Letter | 3321 | 17.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 3321 | |
| a | 2841 | |
| l | 2841 | |
| s | 2841 | |
| r | 480 | 3.7% |
| u | 480 | 3.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 2841 | |
| T | 480 | 14.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 3321 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 16125 | |
| Common | 3321 | 17.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 3321 | |
| F | 2841 | |
| a | 2841 | |
| l | 2841 | |
| s | 2841 | |
| T | 480 | 3.0% |
| r | 480 | 3.0% |
| u | 480 | 3.0% |
Common
| Value | Count | Frequency (%) |
| . | 3321 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 19446 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 3321 | |
| . | 3321 | |
| F | 2841 | |
| a | 2841 | |
| l | 2841 | |
| s | 2841 | |
| T | 480 | 2.5% |
| r | 480 | 2.5% |
| u | 480 | 2.5% |
| Account Length | Area Code | VMail Message | Day Mins | Day Calls | Day Charge | Eve Mins | Eve Calls | Eve Charge | Night Mins | Night Calls | Night Charge | Intl Mins | Intl Calls | Intl Charge | CustServ Calls | State | Int'l Plan | VMail Plan | Churn? | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Account Length | 1.000 | -0.004 | 0.005 | 0.031 | 0.046 | 0.029 | 0.004 | 0.031 | 0.004 | -0.002 | 0.002 | -0.002 | 0.028 | 0.039 | 0.028 | 0.006 | 0.000 | 0.019 | 0.000 | 0.000 |
| Area Code | -0.004 | 1.000 | 0.011 | 0.023 | 0.010 | 0.021 | 0.016 | 0.008 | 0.016 | 0.022 | 0.034 | 0.022 | 0.017 | 0.008 | 0.017 | 0.042 | 0.000 | 0.066 | 0.000 | 0.000 |
| VMail Message | 0.005 | 0.011 | 1.000 | 0.001 | -0.012 | 0.002 | 0.020 | -0.007 | 0.020 | 0.005 | 0.013 | 0.005 | -0.002 | 0.008 | -0.002 | -0.017 | 0.000 | 0.017 | 0.994 | 0.106 |
| Day Mins | 0.031 | 0.023 | 0.001 | 1.000 | 0.022 | 0.999 | 0.019 | 0.029 | 0.019 | 0.008 | 0.036 | 0.008 | -0.001 | 0.012 | -0.001 | -0.003 | 0.000 | 0.073 | 0.033 | 0.356 |
| Day Calls | 0.046 | 0.010 | -0.012 | 0.022 | 1.000 | 0.022 | 0.000 | 0.024 | 0.000 | 0.033 | -0.005 | 0.033 | 0.025 | 0.019 | 0.025 | -0.010 | 0.009 | 0.064 | 0.000 | 0.044 |
| Day Charge | 0.029 | 0.021 | 0.002 | 0.999 | 0.022 | 1.000 | 0.019 | 0.029 | 0.019 | 0.008 | 0.037 | 0.008 | -0.002 | 0.011 | -0.002 | -0.004 | 0.000 | 0.073 | 0.032 | 0.356 |
| Eve Mins | 0.004 | 0.016 | 0.020 | 0.019 | 0.000 | 0.019 | 1.000 | 0.004 | 1.000 | -0.002 | 0.013 | -0.002 | 0.007 | 0.026 | 0.007 | -0.012 | 0.000 | 0.064 | 0.007 | 0.086 |
| Eve Calls | 0.031 | 0.008 | -0.007 | 0.029 | 0.024 | 0.029 | 0.004 | 1.000 | 0.005 | 0.016 | 0.019 | 0.016 | 0.014 | 0.027 | 0.014 | 0.011 | 0.040 | 0.037 | 0.000 | 0.000 |
| Eve Charge | 0.004 | 0.016 | 0.020 | 0.019 | 0.000 | 0.019 | 1.000 | 0.005 | 1.000 | -0.002 | 0.013 | -0.002 | 0.007 | 0.026 | 0.007 | -0.012 | 0.000 | 0.062 | 0.009 | 0.086 |
| Night Mins | -0.002 | 0.022 | 0.005 | 0.008 | 0.033 | 0.008 | -0.002 | 0.016 | -0.002 | 1.000 | 0.022 | 1.000 | 0.001 | 0.013 | 0.001 | -0.003 | 0.000 | 0.065 | 0.000 | 0.045 |
| Night Calls | 0.002 | 0.034 | 0.013 | 0.036 | -0.005 | 0.037 | 0.013 | 0.019 | 0.013 | 0.022 | 1.000 | 0.022 | 0.006 | 0.010 | 0.006 | -0.001 | 0.000 | 0.037 | 0.000 | 0.000 |
| Night Charge | -0.002 | 0.022 | 0.005 | 0.008 | 0.033 | 0.008 | -0.002 | 0.016 | -0.002 | 1.000 | 0.022 | 1.000 | 0.001 | 0.013 | 0.001 | -0.003 | 0.000 | 0.064 | 0.000 | 0.046 |
| Intl Mins | 0.028 | 0.017 | -0.002 | -0.001 | 0.025 | -0.002 | 0.007 | 0.014 | 0.007 | 0.001 | 0.006 | 0.001 | 1.000 | 0.034 | 1.000 | -0.009 | 0.000 | 0.038 | 0.000 | 0.061 |
| Intl Calls | 0.039 | 0.008 | 0.008 | 0.012 | 0.019 | 0.011 | 0.026 | 0.027 | 0.026 | 0.013 | 0.010 | 0.013 | 0.034 | 1.000 | 0.034 | 0.007 | 0.000 | 0.049 | 0.000 | 0.092 |
| Intl Charge | 0.028 | 0.017 | -0.002 | -0.001 | 0.025 | -0.002 | 0.007 | 0.014 | 0.007 | 0.001 | 0.006 | 0.001 | 1.000 | 0.034 | 1.000 | -0.009 | 0.000 | 0.038 | 0.000 | 0.061 |
| CustServ Calls | 0.006 | 0.042 | -0.017 | -0.003 | -0.010 | -0.004 | -0.012 | 0.011 | -0.012 | -0.003 | -0.001 | -0.003 | -0.009 | 0.007 | -0.009 | 1.000 | 0.000 | 0.048 | 0.012 | 0.312 |
| State | 0.000 | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 | 0.000 | 0.040 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.063 | 0.000 | 0.100 |
| Int'l Plan | 0.019 | 0.066 | 0.017 | 0.073 | 0.064 | 0.073 | 0.064 | 0.037 | 0.062 | 0.065 | 0.037 | 0.064 | 0.038 | 0.049 | 0.038 | 0.048 | 0.063 | 1.000 | 0.000 | 0.259 |
| VMail Plan | 0.000 | 0.000 | 0.994 | 0.033 | 0.000 | 0.032 | 0.007 | 0.000 | 0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.012 | 0.000 | 0.000 | 1.000 | 0.099 |
| Churn? | 0.000 | 0.000 | 0.106 | 0.356 | 0.044 | 0.356 | 0.086 | 0.000 | 0.086 | 0.045 | 0.000 | 0.046 | 0.061 | 0.092 | 0.061 | 0.312 | 0.100 | 0.259 | 0.099 | 1.000 |
| State | Account Length | Area Code | Phone | Int'l Plan | VMail Plan | VMail Message | Day Mins | Day Calls | Day Charge | Eve Mins | Eve Calls | Eve Charge | Night Mins | Night Calls | Night Charge | Intl Mins | Intl Calls | Intl Charge | CustServ Calls | Churn? | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KS | 1.28 | 4.15 | 382-4657 | no | yes | 0.25 | 2.651 | 1.10 | 0.4507 | 1.974 | 0.99 | 0.1678 | 2.447 | 0.91 | 0.1101 | 0.100 | 0.03 | 0.0270 | 0.01 | False. |
| 1 | OH | 1.07 | 4.15 | 371-7191 | no | yes | 0.26 | 1.616 | 1.23 | 0.2747 | 1.955 | 1.03 | 0.1662 | 2.544 | 1.03 | 0.1145 | 0.137 | 0.03 | 0.0370 | 0.01 | False. |
| 2 | NJ | 1.37 | 4.15 | 358-1921 | no | no | 0.00 | 2.434 | 1.14 | 0.4138 | 1.212 | 1.10 | 0.1030 | 1.626 | 1.04 | 0.0732 | 0.122 | 0.05 | 0.0329 | 0.00 | False. |
| 3 | OH | 0.84 | 4.08 | 375-9999 | yes | no | 0.00 | 2.994 | 0.71 | 0.5090 | 0.619 | 0.88 | 0.0526 | 1.969 | 0.89 | 0.0886 | 0.066 | 0.07 | 0.0178 | 0.02 | False. |
| 4 | OK | 0.75 | 4.15 | 330-6626 | yes | no | 0.00 | 1.667 | 1.13 | 0.2834 | 1.483 | 1.22 | 0.1261 | 1.869 | 1.21 | 0.0841 | 0.101 | 0.03 | 0.0273 | 0.03 | False. |
| 5 | AL | 1.18 | 5.10 | 391-8027 | yes | no | 0.00 | 2.234 | 0.98 | 0.3798 | 2.206 | 1.01 | 0.1875 | 2.039 | 1.18 | 0.0918 | 0.063 | 0.06 | 0.0170 | 0.00 | False. |
| 6 | MA | 1.21 | 5.10 | 355-9993 | no | yes | 0.24 | 2.182 | 0.88 | 0.3709 | 3.485 | 1.08 | 0.2962 | 2.126 | 1.18 | 0.0957 | 0.075 | 0.07 | 0.0203 | 0.03 | False. |
| 7 | MO | 1.47 | 4.15 | 329-9001 | yes | no | 0.00 | 1.570 | 0.79 | 0.2669 | 1.031 | 0.94 | 0.0876 | 2.118 | 0.96 | 0.0953 | 0.071 | 0.06 | 0.0192 | 0.00 | False. |
| 8 | LA | 1.17 | 4.08 | 335-4719 | no | no | 0.00 | 1.845 | 0.97 | 0.3137 | 3.516 | 0.80 | 0.2989 | 2.158 | 0.90 | 0.0971 | 0.087 | 0.04 | 0.0235 | 0.01 | False. |
| 9 | WV | 1.41 | 4.15 | 330-8173 | yes | yes | 0.37 | 2.586 | 0.84 | 0.4396 | 2.220 | 1.11 | 0.1887 | 3.264 | 0.97 | 0.1469 | 0.112 | 0.05 | 0.0302 | 0.00 | False. |
| State | Account Length | Area Code | Phone | Int'l Plan | VMail Plan | VMail Message | Day Mins | Day Calls | Day Charge | Eve Mins | Eve Calls | Eve Charge | Night Mins | Night Calls | Night Charge | Intl Mins | Intl Calls | Intl Charge | CustServ Calls | Churn? | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3311 | IN | 117.0 | 415.0 | 362-5899 | no | no | 0.0 | 118.4 | 126.0 | 20.13 | 249.3 | 97.0 | 21.19 | 227.0 | 56.0 | 10.22 | 13.6 | 3.0 | 3.67 | 5.0 | True. |
| 3312 | WV | 159.0 | 415.0 | 377-1164 | no | no | 0.0 | 169.8 | 114.0 | 28.87 | 197.7 | 105.0 | 16.80 | 193.7 | 82.0 | 8.72 | 11.6 | 4.0 | 3.13 | 1.0 | False. |
| 3313 | OH | 78.0 | 408.0 | 368-8555 | no | no | 0.0 | 193.4 | 99.0 | 32.88 | 116.9 | 88.0 | 9.94 | 243.3 | 109.0 | 10.95 | 9.3 | 4.0 | 2.51 | 2.0 | False. |
| 3314 | OH | 96.0 | 415.0 | 347-6812 | no | no | 0.0 | 106.6 | 128.0 | 18.12 | 284.8 | 87.0 | 24.21 | 178.9 | 92.0 | 8.05 | 14.9 | 7.0 | 4.02 | 1.0 | False. |
| 3315 | SC | 79.0 | 415.0 | 348-3830 | no | no | 0.0 | 134.7 | 98.0 | 22.90 | 189.7 | 68.0 | 16.12 | 221.4 | 128.0 | 9.96 | 11.8 | 5.0 | 3.19 | 2.0 | False. |
| 3316 | AZ | 192.0 | 415.0 | 414-4276 | no | yes | 36.0 | 156.2 | 77.0 | 26.55 | 215.5 | 126.0 | 18.32 | 279.1 | 83.0 | 12.56 | 9.9 | 6.0 | 2.67 | 2.0 | False. |
| 3317 | WV | 68.0 | 415.0 | 370-3271 | no | no | 0.0 | 231.1 | 57.0 | 39.29 | 153.4 | 55.0 | 13.04 | 191.3 | 123.0 | 8.61 | 9.6 | 4.0 | 2.59 | 3.0 | False. |
| 3318 | RI | 28.0 | 510.0 | 328-8230 | no | no | 0.0 | 180.8 | 109.0 | 30.74 | 288.8 | 58.0 | 24.55 | 191.9 | 91.0 | 8.64 | 14.1 | 6.0 | 3.81 | 2.0 | False. |
| 3319 | CT | 184.0 | 510.0 | 364-6381 | yes | no | 0.0 | 213.8 | 105.0 | 36.35 | 159.6 | 84.0 | 13.57 | 139.2 | 137.0 | 6.26 | 5.0 | 10.0 | 1.35 | 2.0 | False. |
| 3320 | TN | 74.0 | 415.0 | 400-4344 | no | yes | 25.0 | 234.4 | 113.0 | 39.85 | 265.9 | 82.0 | 22.60 | 241.4 | 77.0 | 10.86 | 13.7 | 4.0 | 3.70 | 0.0 | False. |